Some stylistic improvements

app.py

@@ -15,8 +15,11 @@ import pandas as pd
 from sklearn.metrics import accuracy_score, f1_score, recall_score, precision_score
 
 
-tab1, tab2 = st.tabs(["Leaderboard", "Submit a Model"])
+st.title("NADI 2024 Leaderboard")
+MARKDOWN_TEXT = """TODO"""
+st.markdown(MARKDOWN_TEXT)
 
+tab1, tab2 = st.tabs(["Leaderboard", "Submit a Model"])
 with tab1:
     # Load the labels
     dataset_name = os.environ["DATASET_NAME"]
@@ -115,7 +118,12 @@ with tab2:
             "Description": inference_functions_docstring,
         }
     )
-    st.data_editor(inference_functions_df, hide_index=True)
+    with st.expander("Check the inference methods' short descriptions"):
+        st.data_editor(inference_functions_df, hide_index=True)
+
+        st.write(
+            "Note: We are happy to discuss adding new custom inference methods for your models."
+        )
 
     if model_name:
         tokenizer = AutoTokenizer.from_pretrained(model_name)
@@ -152,3 +160,48 @@ with tab2:
         )
 
         st.toast(f"Inference completed!")
+
+    with st.expander("Cite this leaderboard:"):
+        st.write(
+            """
+            Please cite the following paper in which we introduced the NADI 2024 evaluation sets:
+            ```
+            @inproceedings{abdul-mageed-etal-2024-nadi,
+                title = "{NADI} 2024: The Fifth Nuanced {A}rabic Dialect Identification Shared Task",
+                author = "Abdul-Mageed, Muhammad  and
+                Keleg, Amr  and
+                Elmadany, AbdelRahim  and
+                Zhang, Chiyu  and
+                Hamed, Injy  and
+                Magdy, Walid  and
+                Bouamor, Houda  and
+                Habash, Nizar",
+                editor = "Habash, Nizar  and
+                Bouamor, Houda  and
+                Eskander, Ramy  and
+                Tomeh, Nadi  and
+                Abu Farha, Ibrahim  and
+                Abdelali, Ahmed  and
+                Touileb, Samia  and
+                Hamed, Injy  and
+                Onaizan, Yaser  and
+                Alhafni, Bashar  and
+                Antoun, Wissam  and
+                Khalifa, Salam  and
+                Haddad, Hatem  and
+                Zitouni, Imed  and
+                AlKhamissi, Badr  and
+                Almatham, Rawan  and
+                Mrini, Khalil",
+                booktitle = "Proceedings of The Second Arabic Natural Language Processing Conference",
+                month = aug,
+                year = "2024",
+                address = "Bangkok, Thailand",
+                publisher = "Association for Computational Linguistics",
+                url = "https://aclanthology.org/2024.arabicnlp-1.79",
+                doi = "10.18653/v1/2024.arabicnlp-1.79",
+                pages = "709--728",
+            }
+            ```
+            """
+        )